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Sheng X, Xie W, Zhou Y. Analysis of genotype effects for the immunosuppression via two-step method. BIO WEB OF CONFERENCES 2017. [DOI: 10.1051/bioconf/20170802010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
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MacDonald IL, Nkalashe P. A simple route to maximum-likelihood estimates of two-locus recombination fractions under inequality restrictions. J Genet 2015; 94:479-81. [PMID: 26440087 DOI: 10.1007/s12041-015-0536-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Iain L MacDonald
- Actuarial Science, University of Cape Town, 7701 Rondebosch, South Africa.
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Zhou Y, Ma W, Sheng X, Wang H. A new strategy for estimating two-locus recombination fractions under some natural inequality restrictions. J Genet 2011; 90:275-82. [PMID: 21869475 DOI: 10.1007/s12041-011-0088-4] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Abstract
Linkage analysis is now being widely used to map markers on each chromosome in the human genome, to map genetic diseases, and to identify genetic forms of common diseases. Two-locus linkage analysis and multi-locus analysis have been investigated comprehensively, and many computer programs have been developed to perform linkage analysis. Yet there exists a shortcoming in traditional methods, i.e., the parameter space of two-locus recombination fractions has not been emphasized sufficiently in the usual analyses. In this paper, we propose a new strategy for estimating the two-locus recombination fractions based on data of backcross family in the framework of some natural and necessary parameter restrictions. The new strategy is based on a restricted projection algorithm, which can provide fast reasonable estimates of recombination fraction, and can therefore serve as a superior alternative algorithm. Results obtained from both real and simulated data indicate that the new algorithm performs well in the estimation of recombination fractions and outperforms current methods.
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Affiliation(s)
- Ying Zhou
- School of Mathematical Sciences, Heilongjiang University, Harbin 150080, People's Republic of China.
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Abstract
Identifying the genetic basis of complex traits remains an important and challenging problem with the potential to affect a broad range of biological endeavors. A number of statistical methods are available for mapping quantitative trait loci (QTL), but their application to high-throughput phenotypes has been limited as most require user input and interaction. Recently, methods have been developed specifically for expression QTL (eQTL) mapping, but they too are limited in that they do not allow for interactions and QTL of moderate effect. We here propose an automated model-selection-based approach that identifies multiple eQTL in experimental populations, allowing for eQTL of moderate effect and interactions. Output can be used to identify groups of transcripts that are likely coregulated, as demonstrated in a study of diabetes in mouse.
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Chanda P, Sucheston L, Liu S, Zhang A, Ramanathan M. Information-theoretic gene-gene and gene-environment interaction analysis of quantitative traits. BMC Genomics 2009; 10:509. [PMID: 19889230 PMCID: PMC2779196 DOI: 10.1186/1471-2164-10-509] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2008] [Accepted: 11/04/2009] [Indexed: 12/30/2022] Open
Abstract
Background The purpose of this research was to develop a novel information theoretic method and an efficient algorithm for analyzing the gene-gene (GGI) and gene-environmental interactions (GEI) associated with quantitative traits (QT). The method is built on two information-theoretic metrics, the k-way interaction information (KWII) and phenotype-associated information (PAI). The PAI is a novel information theoretic metric that is obtained from the total information correlation (TCI) information theoretic metric by removing the contributions for inter-variable dependencies (resulting from factors such as linkage disequilibrium and common sources of environmental pollutants). Results The KWII and the PAI were critically evaluated and incorporated within an algorithm called CHORUS for analyzing QT. The combinations with the highest values of KWII and PAI identified each known GEI associated with the QT in the simulated data sets. The CHORUS algorithm was tested using the simulated GAW15 data set and two real GGI data sets from QTL mapping studies of high-density lipoprotein levels/atherosclerotic lesion size and ultra-violet light-induced immunosuppression. The KWII and PAI were found to have excellent sensitivity for identifying the key GEI simulated to affect the two quantitative trait variables in the GAW15 data set. In addition, both metrics showed strong concordance with the results of the two different QTL mapping data sets. Conclusion The KWII and PAI are promising metrics for analyzing the GEI of QT.
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Affiliation(s)
- Pritam Chanda
- Department of Pharmaceutical Sciences, State University of New York, Buffalo, NY, USA.
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Zhou Y, Shi NZ, Fung WK, Guo J. Maximum likelihood estimates of two-locus recombination fractions under some natural inequality restrictions. BMC Genet 2008; 9:1. [PMID: 18173855 PMCID: PMC2249595 DOI: 10.1186/1471-2156-9-1] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2007] [Accepted: 01/04/2008] [Indexed: 11/18/2022] Open
Abstract
Background The goal of linkage analysis is to determine the chromosomal location of the gene(s) for a trait of interest such as a common disease. Three-locus linkage analysis is an important case of multi-locus problems. Solutions can be found analytically for the case of triple backcross mating. However, in the present study of linkage analysis and gene mapping some natural inequality restrictions on parameters have not been considered sufficiently, when the maximum likelihood estimates (MLEs) of the two-locus recombination fractions are calculated. Results In this paper, we present a study of estimating the two-locus recombination fractions for the phase-unknown triple backcross with two offspring in each family in the framework of some natural and necessary parameter restrictions. A restricted expectation-maximization (EM) algorithm, called REM is developed. We also consider some extensions in which the proposed REM can be taken as a unified method. Conclusion Our simulation work suggests that the REM performs well in the estimation of recombination fractions and outperforms current method. We apply the proposed method to a published data set of mouse backcross families.
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Affiliation(s)
- Ying Zhou
- Key Laboratory for Applied Statistics of MOE and School of Mathematics and Statistics, Northeast Normal University, Changchun 130024, PR, China.
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Wolnicka-Glubisz A, Damsker J, Constant S, Corn S, De Fabo E, Noonan F. Deficient inflammatory response to UV radiation in neonatal mice. J Leukoc Biol 2007; 81:1352-61. [PMID: 17369492 DOI: 10.1189/jlb.1206729] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022] Open
Abstract
Mechanisms of juvenile susceptibility to cancer are not well understood. The immune response in neonates favors nonresponsiveness or T(H)2-dominant responses, raising the question of a role for neonatal immunity in this susceptibility. We have investigated the postulate that the inflammatory response differs in neonatal and adult skin. We found no inflammatory infiltrate into neonatal mouse skin in response to UV irradiation as a function of time, dose, or wavelength, although UV-induced DNA damage was readily detected. In contrast, UV irradiation of adult mice initiated a dose- and time-dependent influx of inflammatory cells, chiefly CD11b(+)Ly6G(+) neutrophils, into the skin, detected by immunohistochemistry and quantitated by FACS analysis. This inflammatory response was initiated by UVB (290-320 nm) but not by UVA (320-400 nm). Further, in neonates, in contrast to adults, neither topical trinitrochlorobenzene (TNCB) nor i.p. thioglycollate initiated an inflammatory infiltrate. Conversely, topical TNCB applied to neonates was tolerogenic, resulting in a subsequent antigen-specific decrease of the contact-hypersensitivity response in adults. Neonatal blood contained abundant neutrophils, which exhibited impaired chemotaxis to the chemokine growth-related oncogene-alpha but efficient chemotaxis to the bacterial product fMLP, concomitant with decreased expression of CXCR2 but normal levels of CD11b. We propose this neonatal deficiency in the inflammatory response is a significant, previously unrecognized factor in neonatal immune tolerance and may contribute to neonatal susceptibility to cancer, including melanoma and other UV-induced cancers.
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Affiliation(s)
- Agnieszka Wolnicka-Glubisz
- Laboratory of Photobiology and Photoimmunology, Department of Environmental and Occupational Health, School of Public Health and Health Services, George Washington University Medical Center, Ross Hall, 2300 Eye Street, N.W., Washington, DC 20037, USA
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Wood M, Udagawa T, Hida Y, D'Amato RJ. X-Linked Dominant Growth Suppression of Transplanted Tumors in C57BL/6J- scid Mice. Cancer Res 2005; 65:5690-5. [PMID: 15994943 DOI: 10.1158/0008-5472.can-04-3573] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Tumor susceptibility, angiogenesis, and immune response differ between mouse strains. We, therefore, examined the growth rates of tumor xenografts in three genetically isolated strains of severe combined immunodeficient mice (C.B-17, C57BL/6J, and C3H). Tumors grew at significantly reduced rates in the C57BL/6J-scid strain. Engrafting bone marrow from the C57BL/6J-scid strain onto C.B-17-scid mice did not transfer the slow-growing tumor phenotype to the recipient mice; this counters the supposition that the slow-growing tumor phenotype is caused by a greater immune response to the xenograft in the C57BL/6J-scid strain. To establish the inheritance pattern of the slow-growing tumor phenotype, we reciprocally crossed C.B-17-scid mice and C57BL/6J-scid mice. Tumor growth was suppressed in all of the F1 progeny except the male mice derived from the cross between C.B-17-scid female and C57BL/6J-scid male mice. The F1 male mice that received the X chromosome from the C.B-17 strain displayed a fast-growing tumor phenotype. These results confirm that there are significant strain differences in capacity to support the growth of tumor xenografts. In addition, these results reveal the existence of a dominant allele involved in host suppression of tumor growth on the X chromosome of C57BL/6J mice.
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Affiliation(s)
- Mark Wood
- Vascular Biology Program and Department of Surgery, Children's Hospital Boston and Harvard Medical School, Boston, Massachusetts 02115, USA
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Abstract
In this review, we have summarized our work using combined complex statistical genetics, bioinformatics, and functional genomics to determine the genetic basis of the age-related thymic involution in C57BL/6J X DBA/2J recombinant inbred mice and the parental B6 and D2 mice. We have shown that these mice provided a valuable genetic model that can permit resampling of thymuses from different aged but genetically identical animals and determination of the relative significance of age-associated changes in the thymus. Our results suggest that the quantitative trait loci (QTL) regulating the Con A-induced thymocyte proliferative response were mapped to mouse chromosome Chr 11 (D11Mit51 at 18 cM), a region that harbors the IL-12b gene. The importance of IL-12b in maintaining thymic integrity and function during the aging process was confirmed by a more rapid involution of the thymus in IL-12b knockout (IL-12b-/-) mice compared to wild-type (WT) mice. Functionally, IL-12 provided a strong synergistic effect to augment the IL-7 or IL-2 induced thymocyte proliferative response, especially in both aged WT and IL-12b-/- mice, but not in normal young mice. In contract to the proliferative response, the age-related decline in the total number of thymocytes was determined at different age, and mapped to loci on Chr 9, 62 cM and Chr 10, 32 cM. Using matrix-assisted laser desorption/ionisation-time of flight-mass spectrometry (MALDI-TOF-MS), increased expression of peroxiredoxin was found to be correlated with thymic involution. Our results suggest the possibility to identify the complex molecular network that can be associated with the regulation of thymic involution in aged mice using a high-dimensional functional genomics approach.
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Affiliation(s)
- Hui-Chen Hsu
- Division of Clinical Immunology and Rheumatology, Department of Medicine, The University of Alabama at Birmingham, 701 South 19th Street, LHRB 473, Birmingham, AL 35294, USA
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George K, Iacobucci A, Uitto J, O'Brien TG. Identification of an X-linked locus modifying mouse skin tumor susceptibility. Mol Carcinog 2005; 44:212-8. [PMID: 16086382 DOI: 10.1002/mc.20130] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
The enhancing effect of overexpression of an ornithine decarboxylase (Odc) transgene on skin tumor susceptibility can be modified by genetic loci present in several inbred mouse strains. The BALB/cJ strain is among the most resistant strains so far examined; tumor multiplicity following 7,12-dimethylbenz(a)anthracene (DMBA) treatment is reduced by 90% when the K6/ODC transgene is expressed on a BALB/cJ background versus the susceptible C57BL/6J background. Further, transgenic BALB/cJ males developed more tumors than females, indicating the presence of sex-dependent modifier pathway. Analysis of 263 F2 intercross mice revealed significant linkage of markers on the X chromosome to tumor multiplicity. This analyses as well as a similar genome-wide scan of 136 backcross mice found evidence for other modifier loci on chromosomes 4, 6, and 17. Identification of these modifier genes should reveal the effector pathways responsive to Odc overexpression that mediate susceptibility to skin tumorigenesis.
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Affiliation(s)
- Kenneth George
- Lankenau Institute for Medical Research, Wynnewood, Pennsylvania 19096, USA
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Noonan FP, Muller HK, Fears TR, Kusewitt DF, Johnson TM, De Fabo EC. Mice with genetically determined high susceptibility to ultraviolet (UV)-induced immunosuppression show enhanced UV carcinogenesis. J Invest Dermatol 2004; 121:1175-81. [PMID: 14708623 DOI: 10.1046/j.1523-1747.2003.12560.x] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
To assess the premise that genetically determined differences in susceptibility to UV-induced immunosuppression are reflected in UV carcinogenesis, we investigated UV skin cancer induction in two strains of reciprocal F1 hybrid mice CB6F1 males with high susceptibility to UV immunosuppression and a BALB/c X-chromosome and B6CF1 males with low susceptibility to UV immunosuppression and a C57BL/6 X-chromosome. Four experimental groups comprising both strains treated three times weekly with two UV regimens (daily doses incremented from 2.25 to 6 or 4.5 to 12 kJ per m2) were monitored for skin tumor development. Survival without a skin tumor differed over the four groups (p < 0.0001) and differed according to UV regimen within each strain (p < 0.0005). Differences between strains were significant for the higher dose (p = 0.03) but not for the lower dose (p = 0.19) of UV, suggesting a dose-strain interaction. Comparing the higher UV dose regimen to the lower UV dose regimen within a strain at three reference points, tumor-free survival was reduced significantly more (p < 0.05) in the CB6F1 mice than in the B6CF1 mice. Histologic assessment of all tumors revealed fibrosarcomas, squamous carcinomas, and mixed tumors. Immunohistochemistry of the mixed tumors for vimentin, keratin, and E-cadherin confirmed the presence of squamous and fibrosarcomatous elements. The enhanced susceptibility to UV carcinogenesis of CB6F1 males treated with the higher UV protocol was attributable to a significantly enhanced proportion (p < 0.005) of mixed tumors. Analysis of the data by comparing the proportion of animals tumor free at three reference time points confirmed a dose-strain interaction only in the development of mixed tumors, putatively the malignantly advanced carcinomas (p < 0.03). A dose-strain interaction was also observed for systemic UV immunosuppression of contact hypersensitivity (p < 0.025). These findings support the concept that genetic differences in susceptibility to UV-induced immunosuppression may be a risk factor for skin cancer.
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Affiliation(s)
- Frances P Noonan
- Laboratory of Photobiology and Photoimmunology, Department of Environmental and Occupational Health, School of Public Health and Health Services, The George Washington University Medical Center, Washington, DC 20037, USA.
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Hsu HC, Zhang HG, Li L, Yi N, Yang PA, Wu Q, Zhou J, Sun S, Xu X, Yang X, Lu L, Van Zant G, Williams RW, Allison DB, Mountz JD. Age-related thymic involution in C57BL/6J x DBA/2J recombinant-inbred mice maps to mouse chromosomes 9 and 10. Genes Immun 2003; 4:402-10. [PMID: 12944977 DOI: 10.1038/sj.gene.6363982] [Citation(s) in RCA: 44] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
A comprehensive analysis of initial thymus size and involution rate has not been quantitated for different genetic backgrounds of mice, thus genetic linkage analysis of thymic involution has not been possible. Here, we have used a mathematical method to analyze the age-related decline in thymocyte count in C57BL/6 and DBA/2 mice and have observed that thymic involution could be best fit with a negative exponential curve N(t)=beta(0) x exp(-beta(1)t), where t represents the age (day). This regression model was applied to C57BL/6 x DBA/2 (B x D) recombinant inbred strains of mice to identify the genetic loci influencing age-related thymic involution. There was a dramatic genetic effect of B and D alleles on thymocyte count at young age and the age-related thymic involution rate. The strongest quantitative trait loci (QTL) influencing the rate of thymic involution were mapped to mouse chromosome (Chr) 9 (D9Mit20 at 62 cM) and Chr 10 (D10Mit61 at 32 cM). The strongest QTLs influencing the initial thymocyte count were mapped to ChrX (DXMit324 at 26.5 cM) and Chr 3 (D3Mit127 at 70.3 cM). The present study suggests that the initial thymus size and the rate of thymic involution may be influenced by a relatively small number of genetic loci.
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Affiliation(s)
- H-C Hsu
- Department of Medicine, Division of Clinical Immunology and Rheumatology, The University of Alabama at Birmingham, Birmingham, AL, USA
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Hart PH, Townley SL, Grimbaldeston MA, Khalil Z, Finlay-Jones JJ. Mast cells, neuropeptides, histamine, and prostaglandins in UV-induced systemic immunosuppression. Methods 2002; 28:79-89. [PMID: 12231191 DOI: 10.1016/s1046-2023(02)00201-3] [Citation(s) in RCA: 62] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023] Open
Abstract
There is a direct correlation between dermal mast cell prevalence in dorsal skin of different mouse strains and susceptibility to UVB-induced systemic immunosuppression; highly UV-susceptible C57BL/6 mice have a high dermal mast cell prevalence while BALB/c mice, which require considerable UV radiation for 50% immunosuppression, have a low mast cell prevalence. There is also a functional link between the prevalence of dermal mast cells and susceptibility to UVB- and cis-urocanic acid (UCA)-induced systemic immunosuppression. Mast cell-depleted mice are unresponsive to UVB or cis-UCA for systemic immunosuppression unless they are previously reconstituted at the irradiated or cis-UCA-administered site with bone marrow-derived mast cell precursors. cis-UCA does not stimulate mast cell degranulation directly. Instead, in support of studies showing that neither UVB nor cis-UCA was immunosuppressive in capsaicin-treated, neuropeptide-depleted mice, cis-UCA-stimulated neuropeptide release from sensory c-fibers which, in turn, could efficiently degranulate mast cells. Studies in mice suggested that histamine, and not tumor necrosis factor alpha (TNF-alpha), was the product from mast cells that stimulated downstream immunosuppression. Histamine receptor antagonists reduced by approximately 60% UVB and cis-UCA-induced systemic immunosuppression. Indomethacin administration to mice had a similar effect which was not cumulative with the histamine receptor antagonists. Histamine can stimulate keratinocyte prostanoid production. We propose that both histamine and prostaglandin E(2) are important in downstream immunosuppression; both are regulatory molecules supporting the development of T helper 2 cells and reduced expression of type 1 immune responses such as a contact hypersensitivity reaction.
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Affiliation(s)
- Prue H Hart
- Department of Microbiology and Infectious Diseases, School of Medicine, Flinders University, Adelaide, Australia.
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